RDP Auditing on MNIST
0.056Empirical Epsilon (εα)SOTA black-box
Evaluation Results
| Method | Links | |
|---|---|---|
| SOTA black-boxTarget εα=0.15625, α=1.252026.05 | 0.056 | |
| SOTA black-boxTarget εα=0.15625, α=1.252026.05 | 0.056 | |
| SOTA black-boxTarget epsilon_alpha=0.25, alpha=2.02026.05 | 0.089 | |
| DV-RényiTarget εα=0.15625, α=1.252026.05 | 0.115 | |
| DV-RényiTarget εα=0.15625, α=1.252026.05 | 0.115 | |
| DV-RényiTarget epsilon_alpha=0.25, alpha=2.02026.05 | 0.202 | |
| SOTA black-boxTarget εα=0.625, α=1.252026.05 | 0.272 | |
| SOTA black-boxTarget εα=0.625, α=1.252026.05 | 0.272 | |
| SOTA black-boxTarget epsilon_alpha=1.0, alpha=2.02026.05 | 0.436 | |
| DV-RényiTarget εα=0.625, α=1.252026.05 | 0.469 | |
| DV-RényiTarget εα=0.625, α=1.252026.05 | 0.469 | |
| SOTA black-boxTarget εα=1.25, α=1.252026.05 | 0.588 | |
| SOTA black-boxTarget εα=1.25, α=1.252026.05 | 0.588 | |
| DV-RényiTarget epsilon_alpha=1.0, alpha=2.02026.05 | 0.867 | |
| SOTA black-boxTarget epsilon_alpha=2.0, alpha=2.02026.05 | 0.94 | |
| DV-RényiTarget εα=1.25, α=1.252026.05 | 0.995 | |
| DV-RényiTarget εα=1.25, α=1.252026.05 | 0.995 | |
| SOTA black-boxTarget εα=2.5, α=1.252026.05 | 1.256 | |
| SOTA black-boxTarget εα=2.5, α=1.252026.05 | 1.256 | |
| DV-RényiTarget epsilon_alpha=2.0, alpha=2.02026.05 | 1.527 | |
| SOTA black-boxTarget epsilon_alpha=4.0, alpha=2.02026.05 | 2.01 | |
| DV-RényiTarget epsilon_alpha=4.0, alpha=2.02026.05 | 2.127 | |
| DV-RényiTarget εα=2.5, α=1.252026.05 | 2.239 | |
| DV-RényiTarget εα=2.5, α=1.252026.05 | 2.239 | |
| DV-RényiTarget epsilon_alpha=10.0, alpha=2.02026.05 | 2.65 | |
| SOTA black-boxTarget εα=6.25, α=1.252026.05 | 3.325 | |
| SOTA black-boxTarget εα=6.25, α=1.252026.05 | 3.325 | |
| DV-RényiTarget εα=6.25, α=1.252026.05 | 3.884 | |
| DV-RényiTarget εα=6.25, α=1.252026.05 | 3.884 | |
| SOTA black-boxTarget epsilon_alpha=10.0, alpha=2.02026.05 | 5.32 |